{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,16]],"date-time":"2025-10-16T06:58:01Z","timestamp":1760597881141,"version":"3.37.3"},"reference-count":50,"publisher":"Springer Science and Business Media LLC","issue":"19","license":[{"start":{"date-parts":[[2019,7,9]],"date-time":"2019-07-09T00:00:00Z","timestamp":1562630400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2019,7,9]],"date-time":"2019-07-09T00:00:00Z","timestamp":1562630400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61572298, 61772322, U1836216"],"award-info":[{"award-number":["61572298, 61772322, U1836216"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Key Research and Development Foundation of Shandong Province","award":["2017GGX10117, 2017CXGC0703"],"award-info":[{"award-number":["2017GGX10117, 2017CXGC0703"]}]},{"name":"Natural Science Foundation of Shandong China","award":["ZR2015PF006"],"award-info":[{"award-number":["ZR2015PF006"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2019,10]]},"DOI":"10.1007\/s11042-019-07909-2","type":"journal-article","created":{"date-parts":[[2019,7,9]],"date-time":"2019-07-09T14:19:44Z","timestamp":1562681984000},"page":"28285-28307","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Multi-modal graph regularization based class center discriminant analysis for cross modal retrieval"],"prefix":"10.1007","volume":"78","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6259-7533","authenticated-orcid":false,"given":"Meijia","family":"Zhang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Huaxiang","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Junzheng","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yixian","family":"Fang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Li","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fei","family":"Shang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,7,9]]},"reference":[{"issue":"12","key":"7909_CR1","doi-asserted-by":"publisher","first-page":"2639","DOI":"10.1162\/0899766042321814","volume":"16","author":"DR Hardoon","year":"2004","unstructured":"Hardoon DR, Szedmak S, Shawe-Taylor J (2004) Canonical correlation analysis: an overview with application to learning methods. Neural Comput 16(12):2639\u20132664","journal-title":"Neural Comput"},{"key":"7909_CR2","doi-asserted-by":"crossref","unstructured":"Huang X, Peng Y (2018) Deep Cross-media Knowledge Transfer. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp 8837\u20138846","DOI":"10.1109\/CVPR.2018.00921"},{"issue":"11","key":"7909_CR3","first-page":"4137","volume":"24","author":"Z Ji","year":"2015","unstructured":"Ji Z, Pang Y, Li X (2015) Relevance preserving projection and ranking for web image search reranking. IEEE Trans Image Process Publ IEEE Signal Process Soc 24(11):4137\u201347","journal-title":"IEEE Trans Image Process Publ IEEE Signal Process Soc"},{"key":"7909_CR4","doi-asserted-by":"publisher","first-page":"48","DOI":"10.1016\/j.ins.2016.10.025","volume":"378","author":"Z Ji","year":"2017","unstructured":"Ji Z, Yu Y, Pang Y (2017) Manifold regularized cross-modal embedding for zero-shot learning. Inf Sci 378:48\u201358","journal-title":"Inf Sci"},{"key":"7909_CR5","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1016\/j.patrec.2018.10.020","volume":"116","author":"Z Ji","year":"2018","unstructured":"Ji Z, Li S, Pang Y (2018) Fusion-attention network for person search with free-form natural language. Pattern Recogn Lett 116:205\u2013211","journal-title":"Pattern Recogn Lett"},{"key":"7909_CR6","doi-asserted-by":"publisher","unstructured":"Ji Z, Sun Y, Yu Y (2019) Attribute-Guided Network for Cross-Modal Zero-Shot Hashing. IEEE Transactions on Neural Networks and Learning Systems. https:\/\/doi.org\/10.1109\/TNNLS.2019.2904991","DOI":"10.1109\/TNNLS.2019.2904991"},{"key":"7909_CR7","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.ins.2013.12.001","volume":"262","author":"M Jian","year":"2014","unstructured":"Jian M, Lam KM, Dong J (2014) Facial-feature detection and localization based on a hierarchical scheme. Inf Sci 262:1\u201314","journal-title":"Inf Sci"},{"issue":"8","key":"7909_CR8","doi-asserted-by":"publisher","first-page":"1575","DOI":"10.1109\/TCYB.2014.2356200","volume":"45","author":"M Jian","year":"2015","unstructured":"Jian M, Lam KM, Dong J (2015) Visual-patch-attention-aware saliency detection. IEEE Trans Cybern 45(8):1575\u20131586","journal-title":"IEEE Trans Cybern"},{"issue":"11","key":"7909_CR9","doi-asserted-by":"publisher","first-page":"14343","DOI":"10.1007\/s11042-017-5032-z","volume":"77","author":"M Jian","year":"2017","unstructured":"Jian M, Qi Q, Dong J (2017) Saliency detection using quaternionic distance based weber local descriptor and level priors. Multimed Tools Appl 77(11):14343\u201314360","journal-title":"Multimed Tools Appl"},{"key":"7909_CR10","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1016\/j.jvcir.2018.03.008","volume":"53","author":"M Jian","year":"2018","unstructured":"Jian M, Qi Q, Dong J (2018) Integrating qdwd with pattern distinctness and local contrast for underwater saliency detection. J Vis Commun Image Represent 53:31\u201341","journal-title":"J Vis Commun Image Represent"},{"issue":"8","key":"7909_CR11","first-page":"1","volume":"77","author":"M Jian","year":"2018","unstructured":"Jian M, Yin Y, Dong J (2018) Content-based image retrieval via a hierarchical-local-feature extraction scheme. Multimedia Tools and Applications 77 (8):1\u201319","journal-title":"Multimedia Tools and Applications"},{"key":"7909_CR12","doi-asserted-by":"crossref","unstructured":"Kang WC, Li WJ, Zhou ZH (2016) Column Sampling Based Discrete Supervised Hashing in AAAI, pp 1230-1236","DOI":"10.1609\/aaai.v30i1.10176"},{"key":"7909_CR13","doi-asserted-by":"crossref","unstructured":"Lan X, Ma AJ, Yuen PC (2014) Multi-cue Visual Tracking Using Robust Feature-Level Fusion Based on Joint Sparse Representation. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp 1194\u20131201","DOI":"10.1109\/CVPR.2014.156"},{"issue":"12","key":"7909_CR14","doi-asserted-by":"publisher","first-page":"5826","DOI":"10.1109\/TIP.2015.2481325","volume":"24","author":"X Lan","year":"2015","unstructured":"Lan X, Ma AJ, Yuen PC (2015) Joint sparse representation and robust Feature-Level fusion for Multi-Cue visual tracking. IEEE Trans Image Process 24 (12):5826\u20135841","journal-title":"IEEE Trans Image Process"},{"key":"7909_CR15","unstructured":"Lan X, Zhang S, Yuen PC (2016) Robust joint discriminative feature learning for visual tracking. International Joint Conference on Artificial Intelligence, pp 3403\u20133410"},{"key":"7909_CR16","doi-asserted-by":"publisher","unstructured":"Lan X, Ye M, Zhang S (2018) Modality-Correlation-Aware Sparse Representation for RGB-Infrared Object Tracking. Pattern Recognition Letters. https:\/\/doi.org\/10.1016\/j.patrec.2018.10.002","DOI":"10.1016\/j.patrec.2018.10.002"},{"key":"7909_CR17","doi-asserted-by":"crossref","unstructured":"Lan X, Ye M, Zhang S (2018) Robust collaborative discriminative learning for rgb-infrared tracking. Thirty-Second AAAI Conference on Artificial Intelligence, pp 7008\u20137015","DOI":"10.1609\/aaai.v32i1.12307"},{"issue":"4","key":"7909_CR18","doi-asserted-by":"publisher","first-page":"2022","DOI":"10.1109\/TIP.2017.2777183","volume":"27","author":"X Lan","year":"2018","unstructured":"Lan X, Zhang S, Yuen PC (2018) Learning common and Feature-Specific patterns: a novel Multiple-Sparse-Representation-Based tracker. IEEE Trans Image Process 27(4):2022\u20132037","journal-title":"IEEE Trans Image Process"},{"key":"7909_CR19","doi-asserted-by":"publisher","unstructured":"Lan X, Ye M, Shao R (2019) Learning Modality-Consistency Feature Templates: A Robust RGB-Infrared Tracking System. IEEE Transactions on Industrial Electronics. https:\/\/doi.org\/10.1109\/TIE.2019.2898618","DOI":"10.1109\/TIE.2019.2898618"},{"key":"7909_CR20","doi-asserted-by":"crossref","unstructured":"Li D, Dimitrova N, Li M, Sethi IK (2003) Multimedia content processing through cross-modal association. In: Proceedings of the eleventh ACM international conference on Multimedia, pp 604\u2013611","DOI":"10.1145\/957013.957143"},{"key":"7909_CR21","unstructured":"Liu W, Wang J, Ji R, Jiang YG, Chang SF (2012) Supervised hashing with kernels. In: Computer Vision and Pattern Recognition (CVPR), pp 2074\u20132081"},{"key":"7909_CR22","unstructured":"Peng Y, Qi J, Yuan Y (2017) CM-GANs: Cross-modal Generative Adversarial Networks for Common Representation Learning. arXiv: 1710.05106"},{"issue":"2","key":"7909_CR23","doi-asserted-by":"publisher","first-page":"405","DOI":"10.1109\/TMM.2017.2742704","volume":"20","author":"Y Peng","year":"2018","unstructured":"Peng Y, Qi J, Huang X, Yuan Y (2018) Ccl: Cross-modal correlation learning with multigrained fusion by hierarchical network. IEEE Trans Multimed 20 (2):405\u2013420","journal-title":"IEEE Trans Multimed"},{"key":"7909_CR24","doi-asserted-by":"crossref","unstructured":"Rasiwasia N, Costa Pereira J, Coviello E, Doyle G, Lanckriet GR, Levy R, Vasconcelos N (2010) A new approach to cross-modal multimedia retrieval. In: Proceedings of the 18th ACM international conference on Multimedia, pp 251\u2013260","DOI":"10.1145\/1873951.1873987"},{"key":"7909_CR25","doi-asserted-by":"crossref","unstructured":"Sharma A, Jacobs DW (2011) Bypassing synthesis: PLS for face recognition with pose, low-resolution and sketch. In: Computer Vision and Pattern Recognition (CVPR), pp 593\u2013600","DOI":"10.1109\/CVPR.2011.5995350"},{"key":"7909_CR26","doi-asserted-by":"crossref","unstructured":"Sharma A, Kumar A, Daume H, Jacobs DW (2012) Generalized multiview analysis: a discriminative latent space. In: Computer Vision and Pattern Recognition (CVPR), pp 2160\u20132167","DOI":"10.1109\/CVPR.2012.6247923"},{"key":"7909_CR27","doi-asserted-by":"crossref","unstructured":"Song J, Yang Y, Yang Y, Huang Z, Shen HT (2013) Inter-media hashing for large-scale retrieval from heterogeneous data sources. In: Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data, pp 785\u2013796","DOI":"10.1145\/2463676.2465274"},{"issue":"12","key":"7909_CR28","doi-asserted-by":"publisher","first-page":"2393","DOI":"10.1109\/TPAMI.2012.48","volume":"34","author":"J Wang","year":"2012","unstructured":"Wang J, Kumar S, Chang SF (2012) Semi-supervised hashing for large-scale search. IEEE Trans Pattern Anal Mach Intell 34(12):2393\u20132406","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"7909_CR29","doi-asserted-by":"crossref","unstructured":"Wang K, He R, Wang W, Wang L, Tan T (2013) Learning coupled feature spaces for cross-modal matching. In: Computer Vision (ICCV). IEEE International Conference, pp 2088\u20132095","DOI":"10.1109\/ICCV.2013.261"},{"issue":"10","key":"7909_CR30","doi-asserted-by":"publisher","first-page":"2010","DOI":"10.1109\/TPAMI.2015.2505311","volume":"38","author":"K Wang","year":"2016","unstructured":"Wang K, He R, Wang L, Wang W, Tan T (2016) Joint feature selection and subspace learning for cross-modal retrieval. IEEE Trans Pattern Anal Mach Intell 38(10):2010\u20132023","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"7909_CR31","unstructured":"Wang K, Yin Q, Wang W, Wu S, Wang L (2016) A comprehensive survey on cross-modal retrieval. arXiv: 1607.06215"},{"issue":"4","key":"7909_CR32","doi-asserted-by":"publisher","first-page":"57","DOI":"10.1145\/2775109","volume":"7","author":"Y Wei","year":"2016","unstructured":"Wei Y, Zhao Y, Zhu Z, Wei S, Xiao Y, Feng J, Yan S (2016) Modality-dependent cross-media retrieval. ACM Trans Intell Syst Technol 7(4):57","journal-title":"ACM Trans Intell Syst Technol"},{"issue":"2","key":"7909_CR33","first-page":"449","volume":"47","author":"Y Wei","year":"2017","unstructured":"Wei Y, Zhao Y, Lu C, Wei S, Liu L, Zhu Z, Yan S (2017) Cross-modal retrieval with cnn visual features: a new baseline. IEEE Trans Cybern 47 (2):449\u2013460","journal-title":"IEEE Trans Cybern"},{"key":"7909_CR34","unstructured":"Weiss Y, Torralba A, Fergus R (2009) Spectral hashing. In: Advances in neural information processing systems, pp 1753\u20131760"},{"key":"7909_CR35","doi-asserted-by":"crossref","unstructured":"Wu J, Lin Z, Zha H (2017) Joint latent subspace learning and regression for Cross-Modal retrieval. In: Proceedings of the 40th International ACM SIGIR Conference on Research and Development in Information Retrieval, pp 917\u2013920","DOI":"10.1145\/3077136.3080678"},{"key":"7909_CR36","doi-asserted-by":"crossref","unstructured":"Wu Y, Wang S, Zhang W, Huang Q (2017) Online low-rank similarity function learning with adaptive relative margin for cross-modal retrieval. IEEE International Conference on Multimedia and Expo, pp 823\u2013828","DOI":"10.1109\/ICME.2017.8019528"},{"issue":"3","key":"7909_CR37","doi-asserted-by":"publisher","first-page":"3009","DOI":"10.1007\/s11042-017-4918-0","volume":"77","author":"J Yan","year":"2018","unstructured":"Yan J, Zhang H, Sun J, Wang Q, Guo P, Meng L, Dong X (2018) Joint graph regularization based modality-dependent cross-media retrieval. Multimed Tools Appl 77(3):3009\u20133027","journal-title":"Multimed Tools Appl"},{"key":"7909_CR38","doi-asserted-by":"crossref","unstructured":"Zhai X, Peng Y, Xiao J (2013) Heterogeneous metric learning with joint graph regularization for cross-media retrieval. Twenty-Seventh AAAI Conference on Artificial Intelligence, pp 1198\u20131204","DOI":"10.1609\/aaai.v27i1.8464"},{"issue":"6","key":"7909_CR39","doi-asserted-by":"publisher","first-page":"965","DOI":"10.1109\/TCSVT.2013.2276704","volume":"24","author":"X Zhai","year":"2014","unstructured":"Zhai X, Peng Y, Xiao J (2014) Learning cross-media joint representation with sparse and semisupervised regularization. IEEE Trans Circ Syst Video Technol 24(6):965\u2013978","journal-title":"IEEE Trans Circ Syst Video Technol"},{"issue":"6","key":"7909_CR40","doi-asserted-by":"publisher","first-page":"477","DOI":"10.1016\/j.knosys.2009.06.009","volume":"22","author":"H Zhang","year":"2009","unstructured":"Zhang H, Lu J (2009) Semi-supervised fuzzy clustering: a kernel-based approach. Knowl-Based Syst 22(6):477\u2013481","journal-title":"Knowl-Based Syst"},{"issue":"13","key":"7909_CR41","doi-asserted-by":"publisher","first-page":"1790","DOI":"10.1016\/j.fss.2009.11.013","volume":"161","author":"H Zhang","year":"2010","unstructured":"Zhang H, Lu J (2010) Creating ensembles of classifiers via fuzzy clustering and deflection. Fuzzy Sets Syst 161(13):1790\u20131802","journal-title":"Fuzzy Sets Syst"},{"key":"7909_CR42","doi-asserted-by":"publisher","first-page":"289","DOI":"10.1016\/j.neucom.2014.02.030","volume":"139","author":"H Zhang","year":"2014","unstructured":"Zhang H, Cao L (2014) A spectral clustering based ensemble pruning approach. Neurocomputing 139:289\u2013297","journal-title":"Neurocomputing"},{"issue":"9","key":"7909_CR43","doi-asserted-by":"publisher","first-page":"3168","DOI":"10.1016\/j.patcog.2014.04.004","volume":"47","author":"H Zhang","year":"2014","unstructured":"Zhang H, Cao L, Gao S (2014) A locality correlation preserving support vector machine. Pattern Recogn 47(9):3168\u20133178","journal-title":"Pattern Recogn"},{"key":"7909_CR44","doi-asserted-by":"crossref","unstructured":"Zhang L, Ma B, Li G, Huang Q, Tian Q (2016) Pl-ranking: a novel ranking method for cross-modal retrieval. In: Proceedings of the 2016 ACM on Multimedia Conference, pp 1355\u20131364","DOI":"10.1145\/2964284.2964336"},{"issue":"6","key":"7909_CR45","doi-asserted-by":"publisher","first-page":"1220","DOI":"10.1109\/TMM.2016.2646219","volume":"19","author":"L Zhang","year":"2017","unstructured":"Zhang L, Ma B, Li G, Huang Q, Tian Q (2017) Cross-modal retrieval using multiordered discriminative structured subspace learning. IEEE Trans Multimed 19(6):1220\u20131233","journal-title":"IEEE Trans Multimed"},{"issue":"1","key":"7909_CR46","doi-asserted-by":"publisher","first-page":"128","DOI":"10.1109\/TMM.2017.2723841","volume":"20","author":"L Zhang","year":"2018","unstructured":"Zhang L, Ma B, Li G, Huang Q, Tian Q (2018) Generalized semi-supervised and structured subspace learning for cross-modal retrieval. IEEE Trans Multimed 20(1):128\u2013141","journal-title":"IEEE Trans Multimed"},{"key":"7909_CR47","doi-asserted-by":"publisher","unstructured":"Zhang M, Zhang H, Li J (2018) Supervised graph regularization based cross media retrieval with intra and inter-class correlation. Journal of Visual Communication and Image Representation. https:\/\/doi.org\/10.1016\/j.jvcir.2018.11.025","DOI":"10.1016\/j.jvcir.2018.11.025"},{"key":"7909_CR48","doi-asserted-by":"crossref","unstructured":"Zhou J, Ding G, Guo Y (2014) Latent semantic sparse hashing for cross-modal similarity search. In: Proceedings of the 37th international ACM SIGIR conference on Research and development in information retrieval, pp 415\u2013424","DOI":"10.1145\/2600428.2609610"},{"key":"7909_CR49","unstructured":"Zhu L, Shen J, Liu X, Xie L, Nie L (2016) Learning compact visual representation with canonical views for robust mobile landmark search. International Joint Conferences on Artificial Intelligence, pp 3959\u20133965"},{"issue":"9","key":"7909_CR50","doi-asserted-by":"publisher","first-page":"2066","DOI":"10.1109\/TMM.2017.2729025","volume":"19","author":"L Zhu","year":"2017","unstructured":"Zhu L, Huang Z, Liu X, He X, Sun J, Zhou X (2017) Discrete multimodal hashing with canonical views for robust mobile landmark search. IEEE Trans Multimed 19(9):2066\u20132079","journal-title":"IEEE Trans Multimed"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-019-07909-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-019-07909-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-019-07909-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,23]],"date-time":"2022-09-23T10:19:13Z","timestamp":1663928353000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-019-07909-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,7,9]]},"references-count":50,"journal-issue":{"issue":"19","published-print":{"date-parts":[[2019,10]]}},"alternative-id":["7909"],"URL":"https:\/\/doi.org\/10.1007\/s11042-019-07909-2","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"type":"print","value":"1380-7501"},{"type":"electronic","value":"1573-7721"}],"subject":[],"published":{"date-parts":[[2019,7,9]]},"assertion":[{"value":"2 September 2018","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 May 2019","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"20 June 2019","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"9 July 2019","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}